experimentInfo{1}  = '1: [64, 64, 1], 1 net,  Random vs. Random';
experimentInfo{2}  = '2: [64, 64, 1], 1 net,  mm(Positional) vs. mm(Positional)';
experimentInfo{3}  = '3: [64, 64, 1], 1 net,  NN vs. mm(NN)';
experimentInfo{4}  = '4: [64, 64, 1], 2 nets, NN vs. NN';
experimentInfo{5}  = '5: [64, 32, 8, 1], 1 net,  Random vs. Random';
experimentInfo{6}  = '6: [64, 32, 8, 1], 1 net,  mm(Positional) vs. mm(Positional)';
experimentInfo{7}  = '7: [64, 32, 8, 1], 1 net,  NN vs. mm(NN)';
experimentInfo{8}  = '8: [64, 32, 8, 1], 2 nets, NN vs. NN';
experimentInfo{9}  = '9: [64, 32, 16, 8, 4, 1], 1 net,  Random vs. Random';
experimentInfo{10} = '10:[64, 32, 16, 8, 4, 1], 1 net,  mm(Positional) vs. mm(Positional)';
experimentInfo{11} = '11:[64, 32, 16, 8, 4, 1], 1 net,  NN vs. mm(NN)';
experimentInfo{12} = '12:[64, 32, 16, 8, 4, 1], 2 nets, NN vs. NN';
experimentInfo{13} = '13:[64, 32, 8, 1], 1 net, NN vs. mm(Positional)';
% shared settings for all experiments
    nTrainingGames = 400000;
    test_interval  = 500;
    test_games     = 1000;
    nOpp = 3;